**New: **grades for the presentations and weekly quizes are here, the last column of this XLS file contains your grade except for the written exam.
The final grade will be 50% the written exam, 25% the presentation, and 25% for the quizes.
Remember, for the quizes the worst out of the four grades is not taken into account in the average.

When: Fridays between 9h-12h

Where: in the ENSIMAG building in Montbonnot

Who: Lectures by Cordelia Schmid and Jakob Verbeek.

- Jakob Verbeek: Clustering with k-means, mixture of Gaussians [slides]
- Cordelia Schmid: Local invariant features [slides]
- Student presentation 1: Scale and affine invariant interest point detectors, Mikolajczyk, Schmid, IJCV 2004. Presenters: Bailet, Casati

- Cordelia Schmid: Features2 [slides] + Instance-level recognition: efficient search [slides]
- Student presentation 2: Scalable Recognition with a Vocabulary Tree, Nister and Stewenius, CVPR 2006. Presenters: Adarve, Goumidi

- Jakob Verbeek: The EM algorithm, and Fisher vector image representation [slides]
- Cordelia Schmid: Bag-of-features models for category-level classification [slides]
- Student presentation 3: Beyond bags of features: spatial pyramid matching for recognizing natural scene categories, Lazebnik, Schmid and Ponce, CVPR 2006. Presenters: Najjar, Shivanandan

- Jakob Verbeek: Classification 1: generative and non-parameteric methods [slides]
- Student presentation 4: Large-Scale Image Retrieval with Compressed Fisher Vectors, Perronnin, Liu, Sanchez and Poirier, CVPR 2010. Presenters: Giraudot, Martin
- Cordelia Schmid: Category level localization [slides]
- Student presentation 5: Object Detection with Discriminatively Trained Part Based Models, Felzenszwalb, Girshick, McAllester and Ramanan, PAMI 2010. Presenters: Basu, Santolin da Silva

- Jakob Verbeek: Classification 2: discriminative models [slides]
- Student presentation 6: TagProp: Discriminative metric learning in nearest neighbor models for image auto-annotation, Guillaumin, Mensink, Verbeek and Schmid, ICCV 2009. Presenters: Rios Pavia, Vincent-Sweet
- Student presentation 7: IM2GPS: estimating geographic information from a single image, Hays and Efros, CVPR 2008. Presenters: Fuhr, Kiani, Hyppolite.

- January 28, 2011, 9h-12h, room H.105.
- prepare from lecture slides, presented papers, and last year's exam.
- Form: closed book, i.e. it is not allowed to bring any material.